Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 26458 |
| Missing cells | 192211 |
| Missing cells (%) | 40.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.6 MiB |
| Average record size in memory | 144.0 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 8 |
2013 is highly correlated with 2014 and 6 other fields | High correlation |
2014 is highly correlated with 2013 and 6 other fields | High correlation |
2015 is highly correlated with 2013 and 6 other fields | High correlation |
2016 is highly correlated with 2013 and 6 other fields | High correlation |
2017 is highly correlated with 2013 and 6 other fields | High correlation |
2018 is highly correlated with 2013 and 6 other fields | High correlation |
2019 is highly correlated with 2013 and 6 other fields | High correlation |
2020 is highly correlated with 2013 and 6 other fields | High correlation |
LABEL2020 is highly correlated with LABEL2013 and 6 other fields | High correlation |
LABEL2017 is highly correlated with LABEL2013 and 6 other fields | High correlation |
LABEL2016 is highly correlated with LABEL2013 and 6 other fields | High correlation |
LABEL2018 is highly correlated with LABEL2013 and 6 other fields | High correlation |
LABEL2019 is highly correlated with LABEL2013 and 6 other fields | High correlation |
LABEL2014 is highly correlated with LABEL2013 and 6 other fields | High correlation |
LABEL2013 is highly correlated with LABEL2014 and 6 other fields | High correlation |
LABEL2015 is highly correlated with LABEL2013 and 6 other fields | High correlation |
LABEL2013 has 24111 (91.1%) missing values | Missing |
LABEL2014 has 24081 (91.0%) missing values | Missing |
LABEL2015 has 24080 (91.0%) missing values | Missing |
LABEL2016 has 24080 (91.0%) missing values | Missing |
LABEL2017 has 24051 (90.9%) missing values | Missing |
LABEL2018 has 23977 (90.6%) missing values | Missing |
LABEL2019 has 23938 (90.5%) missing values | Missing |
LABEL2020 has 23893 (90.3%) missing values | Missing |
Reproduction
| Analysis started | 2022-09-22 15:21:08.859755 |
|---|---|
| Analysis finished | 2022-09-22 15:21:24.246598 |
| Duration | 15.39 seconds |
| Software version | pandas-profiling v3.3.0 |
| Download configuration | config.json |
LAT
Real number (ℝ≥0)
| Distinct | 192 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.40020996 |
| Minimum | 16.9375 |
|---|---|
| Maximum | 17.8925 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 206.8 KiB |
Quantile statistics
| Minimum | 16.9375 |
|---|---|
| 5-th percentile | 17.0325 |
| Q1 | 17.2175 |
| median | 17.3975 |
| Q3 | 17.5775 |
| 95-th percentile | 17.7825 |
| Maximum | 17.8925 |
| Range | 0.955 |
| Interquartile range (IQR) | 0.36 |
Descriptive statistics
| Standard deviation | 0.2316771372 |
|---|---|
| Coefficient of variation (CV) | 0.01331461734 |
| Kurtosis | -0.9851021179 |
| Mean | 17.40020996 |
| Median Absolute Deviation (MAD) | 0.18 |
| Skewness | 0.05136507924 |
| Sum | 460374.755 |
| Variance | 0.05367429588 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17.4775 | 195 | 0.7% |
| 17.4975 | 195 | 0.7% |
| 17.5075 | 194 | 0.7% |
| 17.4925 | 194 | 0.7% |
| 17.5025 | 194 | 0.7% |
| 17.3125 | 193 | 0.7% |
| 17.4875 | 193 | 0.7% |
| 17.3075 | 193 | 0.7% |
| 17.3175 | 192 | 0.7% |
| 17.4725 | 192 | 0.7% |
| Other values (182) | 24523 |
| Value | Count | Frequency (%) |
| 16.9375 | 3 | < 0.1% |
| 16.9425 | 6 | < 0.1% |
| 16.9475 | 13 | < 0.1% |
| 16.9525 | 17 | 0.1% |
| 16.9575 | 22 | 0.1% |
| 16.9625 | 29 | |
| 16.9675 | 41 | |
| 16.9725 | 54 | |
| 16.9775 | 56 | |
| 16.9825 | 67 |
| Value | Count | Frequency (%) |
| 17.8925 | 3 | < 0.1% |
| 17.8875 | 9 | < 0.1% |
| 17.8825 | 10 | < 0.1% |
| 17.8775 | 11 | < 0.1% |
| 17.8725 | 18 | |
| 17.8675 | 28 | |
| 17.8625 | 31 | |
| 17.8575 | 36 | |
| 17.8525 | 41 | |
| 17.8475 | 42 |
LON
Real number (ℝ≥0)
| Distinct | 208 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.47750121 |
| Minimum | 78.0075 |
|---|---|
| Maximum | 79.0425 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 206.8 KiB |
Quantile statistics
| Minimum | 78.0075 |
|---|---|
| 5-th percentile | 78.1125 |
| Q1 | 78.2775 |
| median | 78.4775 |
| Q3 | 78.6675 |
| 95-th percentile | 78.8775 |
| Maximum | 79.0425 |
| Range | 1.035 |
| Interquartile range (IQR) | 0.39 |
Descriptive statistics
| Standard deviation | 0.2377368942 |
|---|---|
| Coefficient of variation (CV) | 0.003029363709 |
| Kurtosis | -0.9561032173 |
| Mean | 78.47750121 |
| Median Absolute Deviation (MAD) | 0.195 |
| Skewness | 0.1112356494 |
| Sum | 2076357.727 |
| Variance | 0.05651883084 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 78.5225 | 180 | 0.7% |
| 78.5475 | 179 | 0.7% |
| 78.5175 | 179 | 0.7% |
| 78.5125 | 179 | 0.7% |
| 78.4775 | 179 | 0.7% |
| 78.48251 | 178 | 0.7% |
| 78.5425 | 178 | 0.7% |
| 78.4625 | 178 | 0.7% |
| 78.4675 | 177 | 0.7% |
| 78.4725 | 177 | 0.7% |
| Other values (198) | 24674 |
| Value | Count | Frequency (%) |
| 78.0075 | 3 | < 0.1% |
| 78.0125 | 4 | < 0.1% |
| 78.0175 | 6 | < 0.1% |
| 78.0225 | 9 | < 0.1% |
| 78.0275 | 12 | < 0.1% |
| 78.0325 | 15 | 0.1% |
| 78.03751 | 19 | |
| 78.0425 | 21 | |
| 78.0475 | 27 | |
| 78.05251 | 45 |
| Value | Count | Frequency (%) |
| 79.0425 | 1 | < 0.1% |
| 79.03751 | 3 | < 0.1% |
| 79.0325 | 5 | < 0.1% |
| 79.0275 | 7 | |
| 79.0225 | 11 | |
| 79.0175 | 11 | |
| 79.0125 | 11 | |
| 79.0075 | 12 | |
| 79.0025 | 12 | |
| 78.99751 | 14 |
| Distinct | 25267 |
|---|---|
| Distinct (%) | 95.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.308734992 |
| Minimum | 0.05208 |
|---|---|
| Maximum | 166.17392 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 206.8 KiB |
Quantile statistics
| Minimum | 0.05208 |
|---|---|
| 5-th percentile | 0.2298895 |
| Q1 | 0.507775 |
| median | 1.019525 |
| Q3 | 2.60521 |
| 95-th percentile | 25.5592715 |
| Maximum | 166.17392 |
| Range | 166.12184 |
| Interquartile range (IQR) | 2.097435 |
Descriptive statistics
| Standard deviation | 10.0570163 |
|---|---|
| Coefficient of variation (CV) | 2.334099525 |
| Kurtosis | 26.64752601 |
| Mean | 4.308734992 |
| Median Absolute Deviation (MAD) | 0.64625 |
| Skewness | 4.518544099 |
| Sum | 114000.5104 |
| Variance | 101.1435768 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.3334 | 4 | < 0.1% |
| 1.06443 | 3 | < 0.1% |
| 1.39878 | 3 | < 0.1% |
| 0.28785 | 3 | < 0.1% |
| 1.14314 | 3 | < 0.1% |
| 0.21542 | 3 | < 0.1% |
| 0.84824 | 3 | < 0.1% |
| 0.41984 | 3 | < 0.1% |
| 0.27392 | 3 | < 0.1% |
| 0.42666 | 3 | < 0.1% |
| Other values (25257) | 26427 |
| Value | Count | Frequency (%) |
| 0.05208 | 1 | |
| 0.0603 | 1 | |
| 0.06205 | 1 | |
| 0.06269 | 1 | |
| 0.06287 | 1 | |
| 0.06302 | 1 | |
| 0.06458 | 1 | |
| 0.06536 | 1 | |
| 0.06652 | 1 | |
| 0.06953 | 1 |
| Value | Count | Frequency (%) |
| 166.17392 | 1 | |
| 130.30817 | 1 | |
| 126.14901 | 1 | |
| 114.92827 | 1 | |
| 113.97998 | 1 | |
| 109.39117 | 1 | |
| 108.54757 | 1 | |
| 107.59411 | 1 | |
| 102.97959 | 1 | |
| 102.22334 | 1 |
| Distinct | 25458 |
|---|---|
| Distinct (%) | 96.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.15077443 |
| Minimum | 0.12183 |
|---|---|
| Maximum | 139.58324 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 206.8 KiB |
Quantile statistics
| Minimum | 0.12183 |
|---|---|
| 5-th percentile | 0.325474 |
| Q1 | 0.649865 |
| median | 1.234595 |
| Q3 | 3.04043 |
| 95-th percentile | 30.8670555 |
| Maximum | 139.58324 |
| Range | 139.46141 |
| Interquartile range (IQR) | 2.390565 |
Descriptive statistics
| Standard deviation | 11.79323074 |
|---|---|
| Coefficient of variation (CV) | 2.289603417 |
| Kurtosis | 21.708856 |
| Mean | 5.15077443 |
| Median Absolute Deviation (MAD) | 0.740895 |
| Skewness | 4.232259071 |
| Sum | 136279.1899 |
| Variance | 139.0802912 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.58698 | 4 | < 0.1% |
| 1.01801 | 4 | < 0.1% |
| 0.59993 | 4 | < 0.1% |
| 0.91926 | 3 | < 0.1% |
| 0.4555 | 3 | < 0.1% |
| 1.15567 | 3 | < 0.1% |
| 0.43066 | 3 | < 0.1% |
| 0.85364 | 3 | < 0.1% |
| 0.92887 | 3 | < 0.1% |
| 0.72919 | 3 | < 0.1% |
| Other values (25448) | 26425 |
| Value | Count | Frequency (%) |
| 0.12183 | 1 | |
| 0.12401 | 1 | |
| 0.12426 | 1 | |
| 0.1275 | 1 | |
| 0.12812 | 1 | |
| 0.12994 | 1 | |
| 0.13286 | 1 | |
| 0.133 | 1 | |
| 0.13372 | 1 | |
| 0.13394 | 1 |
| Value | Count | Frequency (%) |
| 139.58324 | 1 | |
| 121.87604 | 1 | |
| 121.02483 | 1 | |
| 120.88934 | 1 | |
| 118.58189 | 1 | |
| 118.07672 | 1 | |
| 113.61907 | 1 | |
| 113.57784 | 1 | |
| 113.56596 | 1 | |
| 112.34839 | 1 |
| Distinct | 25428 |
|---|---|
| Distinct (%) | 96.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.974485438 |
| Minimum | 0.12 |
|---|---|
| Maximum | 136.38487 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 206.8 KiB |
Quantile statistics
| Minimum | 0.12 |
|---|---|
| 5-th percentile | 0.3472595 |
| Q1 | 0.6490275 |
| median | 1.199135 |
| Q3 | 3.024545 |
| 95-th percentile | 29.2776835 |
| Maximum | 136.38487 |
| Range | 136.26487 |
| Interquartile range (IQR) | 2.3755175 |
Descriptive statistics
| Standard deviation | 11.19135714 |
|---|---|
| Coefficient of variation (CV) | 2.249751714 |
| Kurtosis | 23.40962102 |
| Mean | 4.974485438 |
| Median Absolute Deviation (MAD) | 0.69983 |
| Skewness | 4.308113632 |
| Sum | 131614.9357 |
| Variance | 125.2464747 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.46784 | 3 | < 0.1% |
| 0.45053 | 3 | < 0.1% |
| 0.83616 | 3 | < 0.1% |
| 0.92041 | 3 | < 0.1% |
| 0.47084 | 3 | < 0.1% |
| 0.37808 | 3 | < 0.1% |
| 1.42295 | 3 | < 0.1% |
| 0.80306 | 3 | < 0.1% |
| 1.2805 | 3 | < 0.1% |
| 0.61852 | 3 | < 0.1% |
| Other values (25418) | 26428 |
| Value | Count | Frequency (%) |
| 0.12 | 1 | |
| 0.13574 | 1 | |
| 0.14558 | 1 | |
| 0.14635 | 1 | |
| 0.15203 | 1 | |
| 0.15505 | 1 | |
| 0.15828 | 1 | |
| 0.15918 | 1 | |
| 0.15922 | 1 | |
| 0.16235 | 1 |
| Value | Count | Frequency (%) |
| 136.38487 | 1 | |
| 130.38432 | 1 | |
| 125.63212 | 1 | |
| 122.70094 | 1 | |
| 120.75438 | 1 | |
| 120.5778 | 1 | |
| 118.53212 | 1 | |
| 118.18078 | 1 | |
| 116.77387 | 1 | |
| 116.40775 | 1 |
| Distinct | 25446 |
|---|---|
| Distinct (%) | 96.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.238069117 |
| Minimum | 0.06581 |
|---|---|
| Maximum | 146.73721 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 206.8 KiB |
Quantile statistics
| Minimum | 0.06581 |
|---|---|
| 5-th percentile | 0.270404 |
| Q1 | 0.5684425 |
| median | 1.12263 |
| Q3 | 2.97593 |
| 95-th percentile | 31.54036 |
| Maximum | 146.73721 |
| Range | 146.6714 |
| Interquartile range (IQR) | 2.4074875 |
Descriptive statistics
| Standard deviation | 12.33840974 |
|---|---|
| Coefficient of variation (CV) | 2.355526333 |
| Kurtosis | 24.39708522 |
| Mean | 5.238069117 |
| Median Absolute Deviation (MAD) | 0.702765 |
| Skewness | 4.399235269 |
| Sum | 138588.8327 |
| Variance | 152.2363548 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.55219 | 5 | < 0.1% |
| 0.57809 | 4 | < 0.1% |
| 0.54131 | 3 | < 0.1% |
| 0.62317 | 3 | < 0.1% |
| 0.57595 | 3 | < 0.1% |
| 0.37314 | 3 | < 0.1% |
| 0.37112 | 3 | < 0.1% |
| 0.27335 | 3 | < 0.1% |
| 0.48049 | 3 | < 0.1% |
| 1.38925 | 3 | < 0.1% |
| Other values (25436) | 26425 |
| Value | Count | Frequency (%) |
| 0.06581 | 1 | |
| 0.06761 | 1 | |
| 0.07428 | 1 | |
| 0.07501 | 1 | |
| 0.07737 | 1 | |
| 0.07966 | 1 | |
| 0.08278 | 1 | |
| 0.08347 | 1 | |
| 0.08654 | 1 | |
| 0.08887 | 1 |
| Value | Count | Frequency (%) |
| 146.73721 | 1 | |
| 143.60315 | 1 | |
| 135.64122 | 1 | |
| 134.23099 | 1 | |
| 133.40598 | 1 | |
| 132.41974 | 1 | |
| 131.70036 | 1 | |
| 128.4715 | 1 | |
| 124.49681 | 1 | |
| 124.29898 | 1 |
| Distinct | 25428 |
|---|---|
| Distinct (%) | 96.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.415846734 |
| Minimum | 0.26693 |
|---|---|
| Maximum | 132.48093 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 206.8 KiB |
Quantile statistics
| Minimum | 0.26693 |
|---|---|
| 5-th percentile | 0.4708905 |
| Q1 | 0.7983475 |
| median | 1.400305 |
| Q3 | 3.432405 |
| 95-th percentile | 30.8972325 |
| Maximum | 132.48093 |
| Range | 132.214 |
| Interquartile range (IQR) | 2.6340575 |
Descriptive statistics
| Standard deviation | 11.65232079 |
|---|---|
| Coefficient of variation (CV) | 2.151523365 |
| Kurtosis | 22.6284539 |
| Mean | 5.415846734 |
| Median Absolute Deviation (MAD) | 0.761935 |
| Skewness | 4.230513971 |
| Sum | 143292.4729 |
| Variance | 135.7765799 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.68144 | 5 | < 0.1% |
| 0.72965 | 3 | < 0.1% |
| 0.77094 | 3 | < 0.1% |
| 0.42323 | 3 | < 0.1% |
| 0.69925 | 3 | < 0.1% |
| 0.53484 | 3 | < 0.1% |
| 0.76102 | 3 | < 0.1% |
| 1.93494 | 3 | < 0.1% |
| 0.70593 | 3 | < 0.1% |
| 0.98332 | 3 | < 0.1% |
| Other values (25418) | 26426 |
| Value | Count | Frequency (%) |
| 0.26693 | 1 | |
| 0.26742 | 1 | |
| 0.26955 | 1 | |
| 0.26981 | 1 | |
| 0.27504 | 1 | |
| 0.27581 | 1 | |
| 0.2764 | 1 | |
| 0.27697 | 1 | |
| 0.27857 | 1 | |
| 0.27906 | 1 |
| Value | Count | Frequency (%) |
| 132.48093 | 1 | |
| 128.55891 | 1 | |
| 128.26335 | 1 | |
| 121.84939 | 1 | |
| 120.57587 | 1 | |
| 120.52349 | 1 | |
| 119.51733 | 1 | |
| 114.16228 | 1 | |
| 113.99107 | 1 | |
| 113.04339 | 1 |
| Distinct | 25500 |
|---|---|
| Distinct (%) | 96.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.00496534 |
| Minimum | 0.28841 |
|---|---|
| Maximum | 134.52455 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 206.8 KiB |
Quantile statistics
| Minimum | 0.28841 |
|---|---|
| 5-th percentile | 0.517144 |
| Q1 | 0.857955 |
| median | 1.477525 |
| Q3 | 3.5283725 |
| 95-th percentile | 25.755979 |
| Maximum | 134.52455 |
| Range | 134.23614 |
| Interquartile range (IQR) | 2.6704175 |
Descriptive statistics
| Standard deviation | 10.11081819 |
|---|---|
| Coefficient of variation (CV) | 2.020157484 |
| Kurtosis | 26.49696401 |
| Mean | 5.00496534 |
| Median Absolute Deviation (MAD) | 0.78819 |
| Skewness | 4.426609412 |
| Sum | 132421.373 |
| Variance | 102.2286445 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.77619 | 4 | < 0.1% |
| 1.07188 | 4 | < 0.1% |
| 1.40731 | 4 | < 0.1% |
| 0.99713 | 4 | < 0.1% |
| 0.92851 | 3 | < 0.1% |
| 0.85893 | 3 | < 0.1% |
| 0.40656 | 3 | < 0.1% |
| 0.76325 | 3 | < 0.1% |
| 0.824 | 3 | < 0.1% |
| 0.92886 | 3 | < 0.1% |
| Other values (25490) | 26424 |
| Value | Count | Frequency (%) |
| 0.28841 | 1 | |
| 0.2905 | 1 | |
| 0.29332 | 1 | |
| 0.29382 | 1 | |
| 0.29488 | 1 | |
| 0.29563 | 1 | |
| 0.29716 | 1 | |
| 0.30543 | 1 | |
| 0.30619 | 1 | |
| 0.30753 | 1 |
| Value | Count | Frequency (%) |
| 134.52455 | 1 | |
| 128.17357 | 1 | |
| 127.68691 | 1 | |
| 126.46239 | 1 | |
| 114.87891 | 1 | |
| 113.72036 | 1 | |
| 113.57533 | 1 | |
| 112.89073 | 1 | |
| 112.41536 | 1 | |
| 111.31226 | 1 |
| Distinct | 25679 |
|---|---|
| Distinct (%) | 97.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.622901714 |
| Minimum | 0.26474 |
|---|---|
| Maximum | 115.83806 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 206.8 KiB |
Quantile statistics
| Minimum | 0.26474 |
|---|---|
| 5-th percentile | 0.5767465 |
| Q1 | 0.99589 |
| median | 1.74988 |
| Q3 | 4.27217 |
| 95-th percentile | 28.357114 |
| Maximum | 115.83806 |
| Range | 115.57332 |
| Interquartile range (IQR) | 3.27628 |
Descriptive statistics
| Standard deviation | 10.63871867 |
|---|---|
| Coefficient of variation (CV) | 1.892033546 |
| Kurtosis | 19.69356439 |
| Mean | 5.622901714 |
| Median Absolute Deviation (MAD) | 0.96381 |
| Skewness | 3.932800325 |
| Sum | 148770.7335 |
| Variance | 113.1823349 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.85528 | 4 | < 0.1% |
| 0.80214 | 4 | < 0.1% |
| 1.03132 | 3 | < 0.1% |
| 0.85534 | 3 | < 0.1% |
| 0.9209 | 3 | < 0.1% |
| 0.57443 | 3 | < 0.1% |
| 1.21649 | 3 | < 0.1% |
| 0.99227 | 3 | < 0.1% |
| 1.49843 | 3 | < 0.1% |
| 0.96442 | 3 | < 0.1% |
| Other values (25669) | 26426 |
| Value | Count | Frequency (%) |
| 0.26474 | 1 | |
| 0.28282 | 1 | |
| 0.28507 | 1 | |
| 0.28613 | 1 | |
| 0.29194 | 1 | |
| 0.29269 | 1 | |
| 0.29274 | 1 | |
| 0.29513 | 1 | |
| 0.29558 | 1 | |
| 0.29627 | 1 |
| Value | Count | Frequency (%) |
| 115.83806 | 1 | |
| 113.08657 | 1 | |
| 107.58233 | 1 | |
| 106.77599 | 1 | |
| 104.56614 | 1 | |
| 104.19608 | 1 | |
| 102.70374 | 1 | |
| 102.20859 | 1 | |
| 101.59339 | 1 | |
| 98.67194 | 1 |
| Distinct | 25669 |
|---|---|
| Distinct (%) | 97.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.438204924 |
| Minimum | 0.32418 |
|---|---|
| Maximum | 106.10519 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 206.8 KiB |
Quantile statistics
| Minimum | 0.32418 |
|---|---|
| 5-th percentile | 0.6042885 |
| Q1 | 1.0038125 |
| median | 1.6962 |
| Q3 | 4.1373525 |
| 95-th percentile | 27.1759345 |
| Maximum | 106.10519 |
| Range | 105.78101 |
| Interquartile range (IQR) | 3.13354 |
Descriptive statistics
| Standard deviation | 10.05724696 |
|---|---|
| Coefficient of variation (CV) | 1.849368882 |
| Kurtosis | 18.32798733 |
| Mean | 5.438204924 |
| Median Absolute Deviation (MAD) | 0.89431 |
| Skewness | 3.798516052 |
| Sum | 143884.0259 |
| Variance | 101.1482165 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.71475 | 4 | < 0.1% |
| 0.77663 | 3 | < 0.1% |
| 0.71654 | 3 | < 0.1% |
| 0.74675 | 3 | < 0.1% |
| 0.83929 | 3 | < 0.1% |
| 1.07527 | 3 | < 0.1% |
| 0.9253 | 3 | < 0.1% |
| 1.11207 | 3 | < 0.1% |
| 0.77891 | 3 | < 0.1% |
| 1.28205 | 3 | < 0.1% |
| Other values (25659) | 26427 |
| Value | Count | Frequency (%) |
| 0.32418 | 1 | |
| 0.33262 | 1 | |
| 0.3361 | 1 | |
| 0.33732 | 1 | |
| 0.33912 | 1 | |
| 0.3416 | 1 | |
| 0.34335 | 1 | |
| 0.34581 | 1 | |
| 0.34584 | 1 | |
| 0.3467 | 1 |
| Value | Count | Frequency (%) |
| 106.10519 | 1 | |
| 100.3603 | 1 | |
| 98.42007 | 1 | |
| 98.35732 | 1 | |
| 96.51579 | 1 | |
| 96.30296 | 1 | |
| 96.20709 | 1 | |
| 95.39072 | 1 | |
| 95.01247 | 1 | |
| 94.61446 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 24111 |
| Missing (%) | 91.1% |
| Memory size | 206.8 KiB |
| Urban | |
|---|---|
| Water | 27 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 11735 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Urban |
|---|---|
| 2nd row | Urban |
| 3rd row | Urban |
| 4th row | Urban |
| 5th row | Urban |
Common Values
| Value | Count | Frequency (%) |
| Urban | 2320 | 8.8% |
| Water | 27 | 0.1% |
| (Missing) | 24111 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| urban | 2320 | |
| water | 27 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2347 | |
| a | 2347 | |
| U | 2320 | |
| b | 2320 | |
| n | 2320 | |
| W | 27 | 0.2% |
| t | 27 | 0.2% |
| e | 27 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9388 | |
| Uppercase Letter | 2347 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 2347 | |
| a | 2347 | |
| b | 2320 | |
| n | 2320 | |
| t | 27 | 0.3% |
| e | 27 | 0.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 2320 | |
| W | 27 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 11735 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 2347 | |
| a | 2347 | |
| U | 2320 | |
| b | 2320 | |
| n | 2320 | |
| W | 27 | 0.2% |
| t | 27 | 0.2% |
| e | 27 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11735 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 2347 | |
| a | 2347 | |
| U | 2320 | |
| b | 2320 | |
| n | 2320 | |
| W | 27 | 0.2% |
| t | 27 | 0.2% |
| e | 27 | 0.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 24081 |
| Missing (%) | 91.0% |
| Memory size | 206.8 KiB |
| Urban | |
|---|---|
| Water | 27 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 11885 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Urban |
|---|---|
| 2nd row | Urban |
| 3rd row | Urban |
| 4th row | Urban |
| 5th row | Urban |
Common Values
| Value | Count | Frequency (%) |
| Urban | 2350 | 8.9% |
| Water | 27 | 0.1% |
| (Missing) | 24081 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| urban | 2350 | |
| water | 27 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2377 | |
| a | 2377 | |
| U | 2350 | |
| b | 2350 | |
| n | 2350 | |
| W | 27 | 0.2% |
| t | 27 | 0.2% |
| e | 27 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9508 | |
| Uppercase Letter | 2377 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 2377 | |
| a | 2377 | |
| b | 2350 | |
| n | 2350 | |
| t | 27 | 0.3% |
| e | 27 | 0.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 2350 | |
| W | 27 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 11885 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 2377 | |
| a | 2377 | |
| U | 2350 | |
| b | 2350 | |
| n | 2350 | |
| W | 27 | 0.2% |
| t | 27 | 0.2% |
| e | 27 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11885 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 2377 | |
| a | 2377 | |
| U | 2350 | |
| b | 2350 | |
| n | 2350 | |
| W | 27 | 0.2% |
| t | 27 | 0.2% |
| e | 27 | 0.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 24080 |
| Missing (%) | 91.0% |
| Memory size | 206.8 KiB |
| Urban | |
|---|---|
| Water | 22 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 11890 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Urban |
|---|---|
| 2nd row | Urban |
| 3rd row | Urban |
| 4th row | Urban |
| 5th row | Urban |
Common Values
| Value | Count | Frequency (%) |
| Urban | 2356 | 8.9% |
| Water | 22 | 0.1% |
| (Missing) | 24080 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| urban | 2356 | |
| water | 22 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2378 | |
| a | 2378 | |
| U | 2356 | |
| b | 2356 | |
| n | 2356 | |
| W | 22 | 0.2% |
| t | 22 | 0.2% |
| e | 22 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9512 | |
| Uppercase Letter | 2378 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 2378 | |
| a | 2378 | |
| b | 2356 | |
| n | 2356 | |
| t | 22 | 0.2% |
| e | 22 | 0.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 2356 | |
| W | 22 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 11890 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 2378 | |
| a | 2378 | |
| U | 2356 | |
| b | 2356 | |
| n | 2356 | |
| W | 22 | 0.2% |
| t | 22 | 0.2% |
| e | 22 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11890 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 2378 | |
| a | 2378 | |
| U | 2356 | |
| b | 2356 | |
| n | 2356 | |
| W | 22 | 0.2% |
| t | 22 | 0.2% |
| e | 22 | 0.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 24080 |
| Missing (%) | 91.0% |
| Memory size | 206.8 KiB |
| Urban | |
|---|---|
| Water | 18 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 11890 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Urban |
|---|---|
| 2nd row | Urban |
| 3rd row | Urban |
| 4th row | Urban |
| 5th row | Urban |
Common Values
| Value | Count | Frequency (%) |
| Urban | 2360 | 8.9% |
| Water | 18 | 0.1% |
| (Missing) | 24080 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| urban | 2360 | |
| water | 18 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2378 | |
| a | 2378 | |
| U | 2360 | |
| b | 2360 | |
| n | 2360 | |
| W | 18 | 0.2% |
| t | 18 | 0.2% |
| e | 18 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9512 | |
| Uppercase Letter | 2378 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 2378 | |
| a | 2378 | |
| b | 2360 | |
| n | 2360 | |
| t | 18 | 0.2% |
| e | 18 | 0.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 2360 | |
| W | 18 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 11890 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 2378 | |
| a | 2378 | |
| U | 2360 | |
| b | 2360 | |
| n | 2360 | |
| W | 18 | 0.2% |
| t | 18 | 0.2% |
| e | 18 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11890 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 2378 | |
| a | 2378 | |
| U | 2360 | |
| b | 2360 | |
| n | 2360 | |
| W | 18 | 0.2% |
| t | 18 | 0.2% |
| e | 18 | 0.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 24051 |
| Missing (%) | 90.9% |
| Memory size | 206.8 KiB |
| Urban | |
|---|---|
| Water | 36 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 12035 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Urban |
|---|---|
| 2nd row | Urban |
| 3rd row | Urban |
| 4th row | Urban |
| 5th row | Urban |
Common Values
| Value | Count | Frequency (%) |
| Urban | 2371 | 9.0% |
| Water | 36 | 0.1% |
| (Missing) | 24051 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| urban | 2371 | |
| water | 36 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2407 | |
| a | 2407 | |
| U | 2371 | |
| b | 2371 | |
| n | 2371 | |
| W | 36 | 0.3% |
| t | 36 | 0.3% |
| e | 36 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9628 | |
| Uppercase Letter | 2407 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 2407 | |
| a | 2407 | |
| b | 2371 | |
| n | 2371 | |
| t | 36 | 0.4% |
| e | 36 | 0.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 2371 | |
| W | 36 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 12035 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 2407 | |
| a | 2407 | |
| U | 2371 | |
| b | 2371 | |
| n | 2371 | |
| W | 36 | 0.3% |
| t | 36 | 0.3% |
| e | 36 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12035 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 2407 | |
| a | 2407 | |
| U | 2371 | |
| b | 2371 | |
| n | 2371 | |
| W | 36 | 0.3% |
| t | 36 | 0.3% |
| e | 36 | 0.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 23977 |
| Missing (%) | 90.6% |
| Memory size | 206.8 KiB |
| Urban | |
|---|---|
| Water | 49 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 12405 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Urban |
|---|---|
| 2nd row | Urban |
| 3rd row | Urban |
| 4th row | Urban |
| 5th row | Urban |
Common Values
| Value | Count | Frequency (%) |
| Urban | 2432 | 9.2% |
| Water | 49 | 0.2% |
| (Missing) | 23977 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| urban | 2432 | |
| water | 49 | 2.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2481 | |
| a | 2481 | |
| U | 2432 | |
| b | 2432 | |
| n | 2432 | |
| W | 49 | 0.4% |
| t | 49 | 0.4% |
| e | 49 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9924 | |
| Uppercase Letter | 2481 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 2481 | |
| a | 2481 | |
| b | 2432 | |
| n | 2432 | |
| t | 49 | 0.5% |
| e | 49 | 0.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 2432 | |
| W | 49 | 2.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 12405 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 2481 | |
| a | 2481 | |
| U | 2432 | |
| b | 2432 | |
| n | 2432 | |
| W | 49 | 0.4% |
| t | 49 | 0.4% |
| e | 49 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12405 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 2481 | |
| a | 2481 | |
| U | 2432 | |
| b | 2432 | |
| n | 2432 | |
| W | 49 | 0.4% |
| t | 49 | 0.4% |
| e | 49 | 0.4% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 23938 |
| Missing (%) | 90.5% |
| Memory size | 206.8 KiB |
| Urban | |
|---|---|
| Water | 35 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 12600 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Urban |
|---|---|
| 2nd row | Urban |
| 3rd row | Urban |
| 4th row | Urban |
| 5th row | Urban |
Common Values
| Value | Count | Frequency (%) |
| Urban | 2485 | 9.4% |
| Water | 35 | 0.1% |
| (Missing) | 23938 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| urban | 2485 | |
| water | 35 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2520 | |
| a | 2520 | |
| U | 2485 | |
| b | 2485 | |
| n | 2485 | |
| W | 35 | 0.3% |
| t | 35 | 0.3% |
| e | 35 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 10080 | |
| Uppercase Letter | 2520 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 2520 | |
| a | 2520 | |
| b | 2485 | |
| n | 2485 | |
| t | 35 | 0.3% |
| e | 35 | 0.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 2485 | |
| W | 35 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 12600 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 2520 | |
| a | 2520 | |
| U | 2485 | |
| b | 2485 | |
| n | 2485 | |
| W | 35 | 0.3% |
| t | 35 | 0.3% |
| e | 35 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12600 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 2520 | |
| a | 2520 | |
| U | 2485 | |
| b | 2485 | |
| n | 2485 | |
| W | 35 | 0.3% |
| t | 35 | 0.3% |
| e | 35 | 0.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 23893 |
| Missing (%) | 90.3% |
| Memory size | 206.8 KiB |
| Urban | |
|---|---|
| Water | 15 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 12825 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Urban |
|---|---|
| 2nd row | Urban |
| 3rd row | Urban |
| 4th row | Urban |
| 5th row | Urban |
Common Values
| Value | Count | Frequency (%) |
| Urban | 2550 | 9.6% |
| Water | 15 | 0.1% |
| (Missing) | 23893 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| urban | 2550 | |
| water | 15 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2565 | |
| a | 2565 | |
| U | 2550 | |
| b | 2550 | |
| n | 2550 | |
| W | 15 | 0.1% |
| t | 15 | 0.1% |
| e | 15 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 10260 | |
| Uppercase Letter | 2565 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 2565 | |
| a | 2565 | |
| b | 2550 | |
| n | 2550 | |
| t | 15 | 0.1% |
| e | 15 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 2550 | |
| W | 15 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 12825 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 2565 | |
| a | 2565 | |
| U | 2550 | |
| b | 2550 | |
| n | 2550 | |
| W | 15 | 0.1% |
| t | 15 | 0.1% |
| e | 15 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12825 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 2565 | |
| a | 2565 | |
| U | 2550 | |
| b | 2550 | |
| n | 2550 | |
| W | 15 | 0.1% |
| t | 15 | 0.1% |
| e | 15 | 0.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| LAT | LON | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 | 2020 | LABEL2013 | LABEL2014 | LABEL2015 | LABEL2016 | LABEL2017 | LABEL2018 | LABEL2019 | LABEL2020 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17.3225 | 78.0075 | 0.65122 | 0.92704 | 0.57998 | 0.47446 | 0.62941 | 0.82097 | 0.67507 | 0.84478 | None | None | None | None | None | None | None | None |
| 1 | 17.3275 | 78.0075 | 0.65791 | 0.86068 | 0.43480 | 0.38613 | 0.56419 | 0.70946 | 0.63069 | 0.66205 | None | None | None | None | None | None | None | None |
| 2 | 17.3325 | 78.0075 | 0.39388 | 0.59987 | 0.32511 | 0.30432 | 0.49552 | 0.47952 | 0.54666 | 0.55795 | None | None | None | None | None | None | None | None |
| 3 | 17.3225 | 78.0125 | 0.35730 | 0.48497 | 0.34925 | 0.34415 | 0.60315 | 0.66558 | 0.64437 | 0.66512 | None | None | None | None | None | None | None | None |
| 4 | 17.3275 | 78.0125 | 0.43708 | 0.67196 | 0.41583 | 0.35932 | 0.64627 | 0.62949 | 0.66898 | 0.59453 | None | None | None | None | None | None | None | None |
| 5 | 17.3325 | 78.0125 | 0.64316 | 0.62818 | 0.45995 | 0.42825 | 0.67332 | 0.54201 | 0.59412 | 0.58083 | None | None | None | None | None | None | None | None |
| 6 | 17.3375 | 78.0125 | 0.44530 | 0.44251 | 0.29875 | 0.31846 | 0.54180 | 0.46420 | 0.54660 | 0.53525 | None | None | None | None | None | None | None | None |
| 7 | 17.3125 | 78.0175 | 0.27963 | 0.40680 | 0.44209 | 0.36639 | 0.59386 | 0.60607 | 0.76101 | 0.91053 | None | None | None | None | None | None | None | None |
| 8 | 17.3175 | 78.0175 | 0.27976 | 0.40235 | 0.35537 | 0.37037 | 0.61741 | 0.62685 | 0.73133 | 0.82290 | None | None | None | None | None | None | None | None |
| 9 | 17.3225 | 78.0175 | 0.37352 | 0.48424 | 0.35126 | 0.35367 | 0.66200 | 0.66391 | 0.72978 | 0.72779 | None | None | None | None | None | None | None | None |
Last rows
| LAT | LON | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 | 2020 | LABEL2013 | LABEL2014 | LABEL2015 | LABEL2016 | LABEL2017 | LABEL2018 | LABEL2019 | LABEL2020 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26448 | 17.5175 | 79.02750 | 0.20910 | 0.23597 | 0.30446 | 0.16096 | 0.35768 | 0.40643 | 0.55716 | 0.64827 | None | None | None | None | None | None | None | None |
| 26449 | 17.4925 | 79.03250 | 0.17314 | 0.20494 | 0.31723 | 0.23197 | 0.38249 | 0.40607 | 0.59590 | 0.63860 | None | None | None | None | None | None | None | None |
| 26450 | 17.4975 | 79.03250 | 0.19341 | 0.23143 | 0.35985 | 0.18863 | 0.38135 | 0.42045 | 0.53592 | 0.63415 | None | None | None | None | None | None | None | None |
| 26451 | 17.5025 | 79.03250 | 0.35564 | 0.38562 | 0.52725 | 0.33020 | 0.55622 | 0.62645 | 0.91613 | 0.88535 | None | None | None | None | None | None | None | None |
| 26452 | 17.5075 | 79.03250 | 0.52867 | 0.50794 | 0.53979 | 0.37267 | 0.59058 | 0.65987 | 0.97091 | 1.13857 | None | None | None | None | None | None | None | None |
| 26453 | 17.5125 | 79.03250 | 0.29821 | 0.29615 | 0.34417 | 0.18223 | 0.40643 | 0.45374 | 0.60313 | 0.79152 | None | None | None | None | None | None | None | None |
| 26454 | 17.4975 | 79.03751 | 0.17744 | 0.21722 | 0.32396 | 0.22869 | 0.36123 | 0.42129 | 0.48699 | 0.57725 | None | None | None | None | None | None | None | None |
| 26455 | 17.5025 | 79.03751 | 0.18988 | 0.26408 | 0.32759 | 0.25484 | 0.40226 | 0.42668 | 0.59939 | 0.62796 | None | None | None | None | None | None | None | None |
| 26456 | 17.5075 | 79.03751 | 0.23061 | 0.27015 | 0.34606 | 0.22163 | 0.39920 | 0.43923 | 0.58736 | 0.76583 | None | None | None | None | None | None | None | None |
| 26457 | 17.5075 | 79.04250 | 0.15262 | 0.21383 | 0.30907 | 0.15685 | 0.35320 | 0.40734 | 0.54482 | 0.60583 | None | None | None | None | None | None | None | None |